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White matter biomarkers from fast protocols using axially symmetric diffusion kurtosis imaging

机译:使用轴对称的快速方案的白质生物标志物   扩散峰度成像

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摘要

White matter tract integrity (WMTI) can characterize brain microstructure inareas with highly aligned fiber bundles. Several WMTI biomarkers have now beenvalidated against microscopy and provided promising results in studies of braindevelopment and aging, and in a number of brain disorders. Currently, WMTI ismostly used in dedicated animal studies and clinical studies of slowlyprogressing diseases but has not yet emerged as a routine clinical tool. Tothis end, a less data intensive experimental method would be beneficial byenabling high resolution validation studies, and ease clinical applications byspeeding up data acquisition compared to typical diffusion kurtosis imaging(DKI) protocols utilized as part of WMTI imaging. Here, we evaluate WMTI basedon recently introduced axially symmetric DKI which has lower data demand thanconventional DKI. We compare WMTI parameters derived from conventional DKI tothose calculated analytically from axially symmetric DKI. We employ numericalsimulations, as well as data from fixed rat spinal cord (1) and in vivo human(3) and rat brain (4). Our analysis shows that analytical WMTI based on axiallysymmetric DKI with sparse data sets (19 images) produces WMTI metrics thatcorrelate strongly with estimates based on traditional DKI data sets (60 imagesor more). We demonstrate the preclinical potential of the proposed WMTItechnique in in vivo rat brain (300 {\mu}m isotropic resolution with wholebrain coverage). WMTI parameter estimates are subject to a duality leading totwo solution branches dependent on a sign choice which is currently debated.Results from both of these branches are presented and discussed throughout ouranalysis. The proposed fast WMTI approach may be useful for preclinicalresearch and e.g. clinical evaluation of patients with traumatic white matterinjuries or symptoms of neurovascular or neuroinflammatory disorders.
机译:白质束完整性(WMTI)可以表征具有高度对齐的纤维束的脑部微结构。几种WMTI生物标志物现已通过显微镜验证,并在脑发育和衰老研究以及许多脑部疾病研究中提供了有希望的结果。当前,WMTI主要用于专门的动物研究和疾病进展缓慢的临床研究中,但尚未成为常规的临床工具。为此,与用作WMTI成像的一部分的典型扩散峰度成像(DKI)协议相比,较少的数据密集型实验方法将有利于启用高分辨率验证研究,并通过加快数据采集来简化临床应用。在这里,我们基于最近推出的轴对称DKI评估WMTI,该轴对称DKI的数据需求低于常规DKI。我们比较了从常规DKI派生的WMTI参数与从轴向对称DKI解析得出的WMTI参数。我们采用数值模拟,以及来自固定大鼠脊髓(1)和体内人(3)和大鼠脑(4)的数据。我们的分析表明,基于具有稀疏数据集(19张图像)的轴对称DKI的分析WMTI产生的WMTI指标与基于传统DKI数据集(60张或更多图像)的估计值高度相关。我们证明了所提出的WMTI技术在体内大鼠脑中的临床前潜力(全脑覆盖的300μm各向同性分辨率)。 WMTI参数估计受对偶性的影响,导致两个解决方案分支取决于当前正在讨论的符号选择,我们在整个分析过程中都介绍和讨论了这两个分支的结果。提出的快速WMTI方法可能对临床前研究和具有创伤性白质损伤或神经血管或神经炎性疾病症状的患者的临床评估。

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